Toxicity Mitigation on Toxicity Mitigation Dataset 1000 trials (test) benchmark leaderboard · SOTA2 Research

Toxicity Mitigation on Toxicity Mitigation Dataset 1000 trials (test)

0.04CLS Toxicity (%)S-PID

Evaluation Results

Method	Links
S-PID2026.04		0.04	0.16	0.6	0.9	191.95
A-LQR2026.04		0.04	0.16	0.68	0.92	11.88
Mean-AcT2026.04		0.04	0.11	0.47	0.77	22.99
A-LQR2026.04		0.12	0.14	0.63	0.9	22.35
A-LQR2026.04		0.12	0.16	0.65	0.92	8.35
A-LQR2026.04		0.12	0.18	0.7	0.94	9.01
A-LQR2026.04		0.14	0.17	0.7	0.94	9.91
ActAdd2026.04		0.16	0.2	0.69	0.91	10.81
Mean-AcT2026.04		0.18	0.06	0.3	0.63	31.86
A-LQR2026.04		0.18	0.16	0.68	0.93	12.26
S-PID2026.04		0.2	0.18	0.71	0.94	8.77
PID-AcT2026.04		0.34	0.16	0.6	0.88	12.67
ODESteer2026.04		0.36	0.15	0.62	0.89	12.73
ODESteer2026.04		0.44	0.16	0.64	0.9	11.13
Mean-AcT2026.04		0.5	0.18	0.68	0.92	8.7
ITI2026.04		0.54	0.18	0.67	0.92	10.34
ITI2026.04		0.56	0.15	0.61	0.89	11.67
ActAdd2026.04		0.56	0.16	0.63	0.9	12.56
ODESteer2026.04		0.58	0.16	0.64	0.91	11.62
S-PID2026.04		0.6	0.2	0.71	0.93	8.17
Linear-AcT2026.04		0.62	0.15	0.63	0.9	10.02
ITI2026.04		0.64	0.18	0.67	0.92	9.39
S-PID2026.04		0.66	0.4	0.84	0.98	375.94
S-PID2026.04		0.66	0.17	0.66	0.92	8.1
ODESteer2026.04		0.68	0.17	0.65	0.91	10.82
PID-AcT2026.04		0.7	0.18	0.65	0.91	7.59
ODESteer2026.04		0.7	0.17	0.66	0.92	8.72
Mean-AcT2026.04		0.72	0.16	0.63	0.89	7.92
ITI2026.04		0.76	0.2	0.72	0.93	9.91
Mean-AcT2026.04		0.78	0.19	0.7	0.93	7.96
Linear-AcT2026.04		0.78	0.18	0.68	0.92	8.94
S-PID2026.04		0.8	0.19	0.7	0.93	11.68
PID-AcT2026.04		0.86	0.19	0.69	0.93	8.2
Linear-AcT2026.04		0.92	0.19	0.69	0.93	8.77
ITI2026.04		0.96	0.18	0.67	0.92	10.24
PID-AcT2026.04		0.96	0.19	0.7	0.94	7.92
ITI2026.04		0.96	0.25	0.76	0.95	8.79
ODESteer2026.04		1.02	0.18	0.66	0.92	11.51
Linear-AcT2026.04		1.04	0.19	0.68	0.92	7.46
ActAdd2026.04		1.1	0.16	0.64	0.9	11.42
A-LQR2026.04		1.12	0.24	0.76	0.96	7.89
Linear-AcT2026.04		1.2	0.19	0.69	0.93	8.12
ActAdd2026.04		1.36	0.12	0.53	0.85	23.33
PID-AcT2026.04		1.5	0.15	0.6	0.88	12.66
S-PID2026.04		2.32	0.21	0.61	0.85	6.66
Linear-AcT2026.04		2.44	0.25	0.77	0.96	7.58
ActAdd2026.04		2.86	0.19	0.67	0.92	9.98
Linear-AcT2026.04		3.1	0.17	0.65	0.91	10.07
Original2026.04		3.26	0.2	0.7	0.92	8.3
Original2026.04		3.4	0.18	0.67	0.92	8.96
PID-AcT2026.04		3.52	0.2	0.69	0.92	8.99
Mean-AcT2026.04		3.64	0.19	0.67	0.9	10.03
ActAdd2026.04		4.1	0.17	0.67	0.93	8.89
Original2026.04		4.16	0.17	0.67	0.92	8.95
Original2026.04		4.26	0.18	0.68	0.93	8.32
Original2026.04		4.4	0.17	0.65	0.92	8.89
Original2026.04		5.14	0.18	0.67	0.93	6.74
Original2026.04		5.64	0.24	0.77	0.96	7.65